{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Report - 交通事故理赔审核预测\n",
    "\n",
    "* 姓名\n",
    "* 学号\n",
    "\n",
    "\n",
    "## 任务简介\n",
    "\n",
    "* 背景介绍：在交通摩擦（事故）发生后，理赔员会前往现场勘察、采集信息，这些信息往往影响着车主是否能够得到保险公司的理赔。训练集数据包括理赔人员在现场对该事故方采集的36条信息，信息已经被编码，以及该事故方最终是否获得理赔。我们的任务是根据这36条信息预测该事故方没有被理赔的概率。\n",
    "\n",
    "* 任务类型：Binary Classification\n",
    "\n",
    "* 数据描述：数据分为训练集数据和测试集数据，训练集包含200000起已经发生交通事故所包含的36条信息和保险公司赔付情况，测试集包含80000起交通事故所包含的36条信息。表格中的列Q1-Q36均为理赔员现场勘察采集的信息，列 Evaluation表示事故赔付审核结果，其中0表示授予理赔，1表示未通过理赔审核。其中所有的数据均为正整数。\n",
    "\n",
    "* 最终目标：根据训练集训练模型并预测测试集中80000起交通事故的事故方没有被理赔的概率。\n",
    "\n",
    "\n",
    "## 解决途径："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据导入和可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入数据\n",
    "train_data = pd.read_csv('data/train.csv')\n",
    "test_data = pd.read_csv('data/test.csv')\n",
    "# 去掉没有意义的一列\n",
    "train_data.drop(\"CaseId\", axis=1, inplace=True)\n",
    "test_data.drop(\"CaseId\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x00000232D681CC40>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBF2AA60>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DB9F6EB0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBA30340>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBA5B790>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBA87B20>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBA87C10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBAC0100>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBB19910>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBB45D60>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBF5E1F0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBF8A640>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBFB9580>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBFE4D00>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC01A4C0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC041C70>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC077460>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC0A1BE0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC0D63A0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC0FEB20>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC1322E0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC15DA60>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC192310>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC1B9A90>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC1F0280>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC219A00>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC24E1C0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DB43AC10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DB87C310>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBE1D0A0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBA39880>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DBF5EFA0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC350550>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC37B9A0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC3A8DF0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000232DC3E0280>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 36 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据可视化，hist()可以绘制直方图，参数figsize可指定输出图片的尺寸\n",
    "train_data.hist(figsize=(20, 20))\n",
    "test_data.hist(figsize=(20, 20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 从训练集中分离标签\n",
    "train_y = train_data['Evaluation']\n",
    "train_data.drop(\"Evaluation\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、逻辑回归模型\n",
    "* Logistic Regression 虽然被称为回归，但其实际上是分类模型，并常用于二分类。Logistic Regression 因其简单、可并行化、可解释强深受工业界喜爱。Logistic 回归的本质是：假设数据服从这个分布，然后使用极大似然估计做参数的估计。因此本实验首先考虑尝试使用逻辑回归模型进行预测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "逻辑回归模型的训练集预测AUC: 0.8257016036488647\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import roc_auc_score\n",
    "\n",
    "lr = LogisticRegression(penalty='l2', C=1.0, max_iter = 1000)\n",
    "lr.fit(train_data, train_y)\n",
    "\n",
    "lr_pred = lr.predict(test_data)\n",
    "\n",
    "# 计算AUC\n",
    "y_pred = lr.predict(train_data)\n",
    "lr_auc = roc_auc_score(y_pred,train_y)\n",
    "print(f'逻辑回归模型的训练集预测AUC: {lr_auc}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "逻辑回归的预测结果从auc表现来看还是不错的，继续尝试其他模型进行对比分析。\n",
    "## 二、K-means模型\n",
    "* K-means算法是一种聚类算法，所谓聚类，即根据相似性原则，将具有较高相似度的数据对象划分至同一类簇，将具有较高相异度的数据对象划分至不同类簇。对于本实验来说，就是将具有相似现场勘查信息的交通事故划分到同一类中，实现预测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-means模型的训练集预测AUC: 0.4950009736541522\n"
     ]
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "kmeans = KMeans(n_clusters=2, init=\"k-means++\", n_jobs=-1)\n",
    "kmeans.fit(train_data, train_y)\n",
    "\n",
    "y_pred = kmeans.predict(train_data)\n",
    "kmeans_pred = kmeans.predict(test_data)\n",
    "\n",
    "# 计算AUC\n",
    "kmeans_auc = roc_auc_score(y_pred,train_y)\n",
    "print(f'K-means模型的训练集预测AUC: {kmeans_auc}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用K-means可能得到的结果没那么理想，基本等同于随机选择。\n",
    "## 三、随机森林模型\n",
    "* 集成学习（ensemble）思想是为了解决单个模型或者某一组参数的模型所固有的缺陷，从而整合起更多的模型，取长补短，避免局限性。随机森林就是集成学习思想下的产物，将许多棵决策树整合成森林，并合起来用来预测最终结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "随机森林模型的训练集预测AUC: 0.8857384087750109\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "\n",
    "# 建立随机森林模型\n",
    "rf = RandomForestClassifier(n_estimators=100)\n",
    "rf.fit(train_data, train_y)\n",
    "rf_pred = rf.predict(test_data)\n",
    "\n",
    "# 计算AUC\n",
    "y_pred = rf.predict(train_data)\n",
    "rf_auc = roc_auc_score(y_pred,train_y)\n",
    "print(f'随机森林模型的训练集预测AUC: {rf_auc}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "依据以上训练结果和auc分析可见随机森林效果最优，选用随机森林模型作为最终预测模型。\n",
    "## 结果分析\n",
    "* 预测test.csv中的文件是否能被理赔，显示能否被理赔的案例的数量，1代表可以被理赔，0代表不能被理赔"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 预测结果可视化                                                                                                                                                    \n",
    "rf_pred = pd.DataFrame(rf_pred,columns=['Evaluation'])\n",
    "rf_pred.hist(figsize=(10,10))\n",
    "plt.show()\n",
    "\n",
    "homePath = \"data\"\n",
    "submitPath = os.path.join(homePath, \"sample_submit.csv\")\n",
    "submitData = pd.read_csv(submitPath)\n",
    "# 保存预测的结果\n",
    "submitData['Evaluation'] = rf_pred\n",
    "submitData.to_csv(\"my_prediction.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "* 由三个模型的精度分析来看，随机森林模型有更高的精度。\n",
    "* 编写程序时，要提前考虑变量命名，能够见名知意，增加程序的可读性，也方便对程序进行后续的修改。\n",
    "* 针对不同的分类问题有不同适合该问题的方法，未来在学习过程中需要了解不同机器学习方法的适用条件及优缺点，选择最有效最快速的方法解决问题。\n",
    "* 本实验选择的评价指标是auc，但对于分类效果评价有多种指标，例如accuracy、precision、recall、F1-score，之后可以选择选择其他评估指标来观察分类效果。\n",
    "* 解决机器学习问题除了考虑准确率，还需要考虑解决的效率，在未来，我还需要多思考如何进一步优化模型减少空间时间复杂度。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "main_language": "python"
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
